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Machine learning techniques for the automation of literature reviews and systematic reviews in EFSA
16 references·7 citing·37 second hop
Machine learning techniques for the automation of literature reviews and systematic reviews in EFSA (2018)Machine learning techniques for the autom…SWIFT-Review: a text-mining workbench for systematic review (2016)SWIFT-Review: a text-mining w…De-duplication of database search results for systematic reviews in EndNote (2016)De-duplication of database se…Using text mining for study identification in systematic reviews: a systematic review of current approaches (2015)Using text mining for study i…Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement (2015)Preferred reporting items for…Identifying and removing duplicate records from systematic review searches (2015)Identifying and removing dupl…Erratum to: Using text mining for study identification in systematic reviews: a systematic review of current approaches (2015)Erratum to: Using text mining…Better duplicate detection for systematic reviewers: evaluation of Systematic Review Assistant-Deduplication Module (2015)Better duplicate detection fo…Automating data extraction in systematic reviews: a systematic review (2015)Automating data extraction in…Systematic review automation technologies (2014)Systematic review automation …Applications of text mining within systematic reviews (2011)Applications of text mining w…Semi-automated screening of biomedical citations for systematic reviews (2010)Semi-automated screening of b…Application of systematic review methodology to food and feed safety assessments to support decision making (2010)Application of systematic rev…Cochrane Handbook for Systematic Reviews of Interventions Version 5.0.1. The Cochrane Collaboration (2008)Cochrane Handbook for Systema…Reducing Workload in Systematic Review Preparation Using Automated Citation Classification (2005)Reducing Workload in Systemat…Methods for Meta-Analysis in Medical Research (2000)Methods for Meta-Analysis in …Primary, Secondary, and Meta-Analysis of Research (1976)Primary, Secondary, and Meta-…AI meets academia: transforming systematic literature reviews (2024)AI meets academia: transformi…Risk assessment for handling hazardous substances within the European industry: Available methodologies and research streams (2022)Risk assessment for handling …Toxic effects of nanomaterials for health applications: How automation can support a systematic review of the literature? (2021)Toxic effects of nanomaterial…Principle-based recommendations for big data and machine learning in food safety: the P-SAFETY model (2021)Principle-based recommendatio…Iterative guided machine learning-assisted systematic literature reviews: a diabetes case study (2021)Iterative guided machine lear…Applying machine classifiers to update searches: Analysis from two case studies (2021)Applying machine classifiers …Artificial intelligence and automation of systematic reviews in women's health (2020)Artificial intelligence and a…The American Heritage Word Frequency Book (1973)Developing Optimal Search Strategies for Detecting Clinically Sound Studies in MEDLINE (1994)Bias in meta-analysis detected by a simple, graphical test (1997)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement (2009)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA Statement. (2009)An automated approach to identifying search terms for systematic reviews using keyword co‐occurrence networks (2019)Fact or Fiction: Verifying Scientific Claims (2020)Automation of systematic literature reviews: A systematic literature review (2021)Systematic Reviews: Rationale for systematic reviews (1994)Seventy-Five Trials and Eleven Systematic Reviews a Day: How Will We Ever Keep Up? (2010)An Introduction to Systematic Reviews (2013)Evidence & Gap Maps: A tool for promoting evidence informed policy and strategic research agendas (2016)Living systematic reviews: 2. Combining human and machine effort (2017)The value of a second reviewer for study selection in systematic reviews (2019)The Measurement of Observer Agreement for Categorical Data (1977)The PRISMA Statement for Reporting Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: Explanation and Elaboration (2009)The PRISMA 2020 statement: an updated guideline for reporting systematic reviews (2021)The PRISMA 2020 statement: an updated guideline for reporting systematic reviews (2021)How should meta‐regression analyses be undertaken and interpreted? (2002)Cochrane Handbook for Systematic Reviews of Interventions (2008)Systematic Review and Evidence Integration for Literature-Based Environmental Health Science Assessments (2014)Online tools supporting the conduct and reporting of systematic reviews and systematic maps: a case study on CADIMA and review of existing tools (2018)Searching for and selecting studies (2019)Contour-enhanced meta-analysis funnel plots help distinguish publication bias from other causes of asymmetry (2008)Robust variance estimation in meta‐regression with dependent effect size estimates (2010)The Extent and Consequences of P-Hacking in Science (2015)Trim and Fill: A Simple Funnel‐Plot–Based Method of Testing and Adjusting for Publication Bias in Meta‐Analysis (2000)Towards a Methodology for Developing Evidence‐Informed Management Knowledge by Means of Systematic Review (2003)Conducting Meta-Analyses in R with the metafor Package (2010)Convergent and sequential synthesis designs: implications for conducting and reporting systematic reviews of qualitative and quantitative evidence (2017)Defining the process to literature searching in systematic reviews: a literature review of guidance and supporting studies (2018)Loneliness before and during the COVID-19 pandemic: A systematic review with meta-analysis. (2022)The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: explanation and elaboration (2009)A scoping review of scoping reviews: advancing the approach and enhancing the consistency (2014)Estimating the sample mean and standard deviation from the sample size, median, range and/or interquartile range (2014)Single screening versus conventional double screening for study selection in systematic reviews: a methodological systematic review (2019)Toward systematic review automation: a practical guide to using machine learning tools in research synthesis (2019)
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References

  • 2015Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement26,189 cited
  • 2008Cochrane Handbook for Systematic Reviews of Interventions Version 5.0.1. The Cochrane Collaboration5,525 cited
  • 1976Primary, Secondary, and Meta-Analysis of Research4,889 cited
  • 2016De-duplication of database search results for systematic reviews in EndNote1,926 cited
  • 2000Methods for Meta-Analysis in Medical Research1,795 cited
  • 2010Application of systematic review methodology to food and feed safety assessments to support decision making695 cited
  • 2015Using text mining for study identification in systematic reviews: a systematic review of current approaches680 cited
  • 2014Systematic review automation technologies471 cited
  • 2005Reducing Workload in Systematic Review Preparation Using Automated Citation Classification410 cited
  • 2015Erratum to: Using text mining for study identification in systematic reviews: a systematic review of current approaches353 cited
  • 2010Semi-automated screening of biomedical citations for systematic reviews351 cited
  • 2015Automating data extraction in systematic reviews: a systematic review286 cited
  • 2011Applications of text mining within systematic reviews212 cited
  • 2015Better duplicate detection for systematic reviewers: evaluation of Systematic Review Assistant-Deduplication Module

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206 cited
  • 2016SWIFT-Review: a text-mining workbench for systematic review196 cited
  • 2015Identifying and removing duplicate records from systematic review searches178 cited
  • Cited by

    • 2021Applying machine classifiers to update searches: Analysis from two case studies31 cited
    • 2024AI meets academia: transforming systematic literature reviews30 cited
    • 2021Principle-based recommendations for big data and machine learning in food safety: the P-SAFETY model24 cited
    • 2021Iterative guided machine learning-assisted systematic literature reviews: a diabetes case study24 cited
    • 2021Toxic effects of nanomaterials for health applications: How automation can support a systematic review of the literature?21 cited
    • 2020Artificial intelligence and automation of systematic reviews in women's health17 cited
    • 2022Risk assessment for handling hazardous substances within the European industry: Available methodologies and research streams17 cited